{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "bac519a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from helper import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "58fbefa7",
   "metadata": {},
   "outputs": [],
   "source": [
    "file_name=\"tchem-reactor-state-vector.json\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "085a4d0a",
   "metadata": {},
   "outputs": [],
   "source": [
    "var_names, t, dt, data, n_samples = readTChemJson(file_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "db9e56dd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(304, 39, 12)\n"
     ]
    }
   ],
   "source": [
    "# note shape data => dim 1: number of time iterations \n",
    "# dim 2: number of samples\n",
    "# dim 3: number of variables which includes density, pressure, temperature, and mass fraction of gas species \n",
    "print(np.shape(data))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "35691162",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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JcRszrtfrAQDPPfdcmwJg65+YNWsWFi5ciLNnz2LOnDkAAJVK5fVQ2/ZgzDhRK55GjQsAr+56DX1yNruMG19wJhbP9D0Dp30VFomxW862XS6UwB9dRJB3UYwZ7zgXZcw4UaDxtDNbwvrsbLPZ+cgmk1HTfE+6nR3a0sX2RJ2IhYKoFU87swEAKkBaXN29FajWV0OljHC6VmVysVtw5HnOkAIBY8aJurAqDzuzAQACUKn1TjdXqfUI04S5rjxEAYSFgqiVcA9vPQEAjNZbTM7Ybj2ZTFXO17tqiDQ6H05L1JlYKIhaadetJyXgurPBeuspSBvrdG2Q0cV/vfA458uJOhELBVEr7bn1pJX68956ioy6xun6SNHf+fukjPPoPIk6EgsFUSv9XDyTwtmtJ4NFA4M+xOn2Bn0Irq2pQuXZb52ur5QnnZ9AwdeenSgFrAuJGf/888+RnZ2NIUOGYPjw4W1iQfyFhYKolUevGwi1k2eiCrNs8zjUvuIcjGcGtHl2tpSA8cwluOtMCZr0beMmAKBJ7eJZFdUdkwYayKpXrULBmLE4lJ6BgjFjUb1qVWefUocZO3Ys9u3bh7179+L999/HnXfe2SHvy0JB1MqUoTqEBLXtaRay7eNQ/w+7oO59rE3/hRCAuvdRxJjNUCnDnb6P6+Gxvbw57W6jetUqlD71NEwlJYCUMJWUoPSppy+oWARSzHhISEhLZlR9fX2b/Ch/YaEgcuCqn8LxcajfiOHQOInwAABNUD1qgjg81tfO/OU1yCb7mHHZ1IQzf3nN62MGWsz4Z599hrS0NEycOBHvv/++19fdHiwURA5c9lME2c/CLrX0cttHsSk4iMNjfcxU6vxWnqvlngi0mPEbb7wR+fn5WLlyJZ566imvr7s9WCiIHFyT1rvNMgnAEm0/Z+J8fRQjas5yeKyPqWKdf56ulnvCFjOelZWFefPmYeHChWhqasKcOXOwfPly5Obm4q677vJbzPjevXuxd+9e5OXl4b333vP4vK+66iocO3YMFRUV7b7m9mKhIHLwbX55m2UCgKLC/vkRTyiXnLePYsAlcwE4TuJTY4Ac6vzNOTzWrT4PPQgRZB8zLoKC0OehB70+ZiDFjB89erSlr2TPnj0wGAwd8kwKxowTOSipanS63LGP4uqw49gd5Lw/o6WPAtbC0brVIQSAslznb87hsW6FT5oEwNpXYSothSo2Fn0eerBluTcCKWb8008/xUcffQS1Wo3g4GB88sknHdKhzZhxIgeXv/ANip0UC0uQEobRPz9JbfGx1xHSbw+0QW1HquibQrCvRImr0nuiSV/SZn1QkxmX/+CsP0IAC6ou5PQDDmPGOw5jxol8xNlcCgnAlBJqt+yy8q1QHRkHi8V+W4tFQHVkHNTHQl3Po9A6jydnHwVdjFgoiJxxbM07ad3r9GdQa652unGtuRq3qn5y3ZmtjAAUDn0XCjUw9mkvT5guJowZJ+riXl53GEaz/S1Zxwl3agCNIf0QnL4dCoX9LGuFwoLg9O3oqzjnujO7x7i2cyw454IuUiwURA486swWAgcunQuN1sWEO209TlsibZvaH0cAOPgZYLYfRQWzAdi40NvTJvIbFgoiB55MuDNKiS9OV8Gg7+l0W4O+J5ZbUnD82CuQ0n5klJRGHO/b5HQ/Zj3RxYiFgsiBp53ZswreQcXB4U47sysODofeomdnNnUJLBREznjamW0pd7pxraX8/J3ZaseWi+CEu27gQmLGbXbu3AmlUunVREBvsFAQOfCkMztYIdAY0g9Jg35y2pmdNOgn953ZaU8Dg38F+yIjgX3/AfYv8+n1dDVHdpThwz9sxZuzvsGHf9iKIzvKOvuUOpTZbMbjjz+O6667rsPek4WCyMH5OrOVAG6O6YWe4xa4TY8ts/TC3jM/uh7cVPA1rDe1WjE2skPbjSM7yvDtv/NRV2mdyVxXqce3/86/oGIRSDHjAPDGG29g2rRp6NOnj9fX3F4sFEQOzteZbQawrOwcPu3zf27TY/9jSkDj6SXOO7OPveK645od2i59//kxmAz2LTiTwYLvPz/m9TEDKWa8uLgYn332mV2abEdgoSBy8Oh1AxGstu9slgph15ndaJHYs+UDqI6Mg9lsv63ZrITqyDiU604iTOH8CUVN+lLXHdfs0HbJ1pLwdLknAilm/MEHH8SLL74IpdLFYAg/YaEgcjBlqA7ThumgbL5HJAGY+wXB0s9+KOysgnew0jAAyrypMBo0kNIa/mcxq1BmKsXgBgtqLM5zN4O0sdZZ2I4d2upgzs52IyRS267lngikmPFdu3ZhxowZSExMxPLlyzFnzhysXLnS62v3FAsFkYOVPxbj093FMDffkxYAlCVNbZ6ZrdOfQW70GygxFkOhNEOI5ohxjR4xg3/AOZmN4L4zoVDYFwOFItjayZ19MzBpMRAeb32X8Hjr6+ybO+hKA89lky+BSmP/taXSKHDZ5Eu8PmYgxYyfOHEChYWFKCwsxPTp0/HWW29hypQp7T639mLMOJGDl9cdRqPRPlJcWCRUBbUwNLcqbKOeqhUKRKXvg1Jpv71SaUbSoJ8wIXsVSsuG4vixV9CkL0WQNhYDLpmL2JjJHXY9XUnqpdb03u8/P4a6Sj1CIrW4bPIlLcu9EUgx452FMeNEDpKeWO04FgmA9RaU/jodlABu6xeJF/XbMWjLQbw28GOnMU1SAvqkxZg4YCJKyz5vWyzO6IFV91tHOtmog7tdq4Ix4x2HMeNEPtKeUU+1p0e6Hfn0+p7XUVr2OfLz5zc/l0KiSV+C/Pz5KN39tH2RADg8li5KLBREDjwd9fTn46WAHi5HPqmPjENZfRmOH3sFFot9QbBYGpn31IUxZpyoi5syVIc/T82CLiIYAtaWhDEzvM2op2K9EQgClpX9H5R5N8LQFAIpAUNTCJR5N6KpSIuYnjHMe6KA59dCIYQYL4Q4LIQ4KoR4wsn6NCHE90IIvRBirsO6QiFErhBirxCCHQ/UaZQuHhOh06oR3GcnEs6+juraYsjmng0JieraYliqP8UDOQ+0L++Jw2PpIuS3QiGEUAJ4E8AEABkAZgohMhw2qwRwP4BXXBzmGinlkPN1tBD50sofizFvRS6KqxohAVgazdAcrLYbHhusEJg3IBa9g5cjsZ8CIZf+AG1QPYQAtEH1CLn0B9T2uwQTB0zEgEvmOh8ia8t7Es0tC6G0vu5GHdkUGPzZohgJ4KiU8riU0gBgKQC7MYFSyjNSyp0AjM4OQNQZnA2PhUUi6GgtBIA4rRqvDIzHtJhIVCsEokaedDo8NnLkSQBAbMxkpKU9jyBtPwACQdp+SEt73jrqad9/ANm8rzQzFJAuSv4sFDoAp1q9Lmpe5ikJ4GshxG4hxN2uNhJC3C2E2CWE2FVeXu7lqRL9zFUooKXRDJ1WjWK9EX8+XopPyyohTbe7DQZcfXy16zfauJCjnrqhC4kZ/+677xAeHo4hQ4ZgyJAhWLiwY/6t+HPCnbM7u+2ZtHG5lLJECNEHwHohRL6U8n9tDijluwDeBazzKLw7VaKf9YsIRrGzYhGkRJHe2vgt0hsx9/ApyFODYIgNgTaobeqnbXhsTg8T8vPnt4x8sg2PheYMnPZecNSTW4c2f4vNSz9C7dkKhEZF48oZtyP9yms6+7Q6zJVXXmkXUNgR/NmiKAIQ3+p1HIAST3eWUpY0/34GwGew3soi8jtnw2OhFDA4POGu0SIhmywQR8a7CAa8zv3w2EvCnJ8ARz25dGjzt/j63b+itqIckBK1FeX4+t2/4tDmb70+ZqDFjHcGfxaKnQBShBBJQggNgBkAvvBkRyFETyFEqO3PAMYB6DqDkumi5jg8VhcRDGNG2+GxACCCFPi0bAwUeVPthscq8qbi9LnzDI/VSI56aqfNSz+CyWCfFGsy6LF56UdeHzOQYsYB4Pvvv8fgwYMxYcIEu0Rbf/LbrScppUkIcR+AdbA+6+V9KeVBIcSs5vXvCCFiAOwCEAbAIoR4ENYRUtEAPmtOW1QB+I+Ucq2/zpXI0ZShOkwZ+nOX2vBtB1tuO9ltF/Y9PjNcijGGMkS0Gh5bbijFRLkKkTn/QlDpC82zsu0FafsBk/6ftU+iusjakhj7NEc9uVF7tqJdyz2RlZWFuXPn4vHHH8cNN9yAK6+8EoA1Zvyll15CQ0MDKisrkZmZiUmTJgFwHjMOoCVmPCIiok3M+OLFizF37s+zAFrHjAOAwWDAZZdd1ub8Wmc85eTk4KeffkJISAjWrFmDKVOmoKCgwOtr95RfQwGllGsArHFY9k6rP5fBekvKUQ2Awf48NyJ3Vv5YjJfXHUZJVSP6RQRj3CgdlihMaLT83A0WrBD4P/M/kBGai+ghB1tGPmmD6hE15Hus3HklfjdgIkod+iiAVgmyMZNZGNohNCraetvJyXJv2WLG16xZg3nz5mHcuHF47LHHMGfOHOzatQvx8fFYsGCB32LGlyxZ4vG5hoX9fLvy+uuvx5w5c1BRUYHoaO+v3xOcmU3kwHEeRXFVIz7beAIzZRDitGq7IbKLoyKhyz7qdHhs38HHAbgZHhsz2ToU9i+DgAUR1t85NNatK2fcDpXG/tkTKo0WV8643etjBlLMeFlZWUtfyQ8//ACLxYKoqKh2n1t7MWacyIGzeRSNRjM2bS/GrifG2C1/RimgDWrbSQnAbnlszOS20eL7l9mnx1afsr4G2MpwwTa6yZejngIpZnz58uV4++23oVKpEBwcjKVLl7ZpqfgDY8aJHLiKGQeA6F8molhvhE6rxrwBsXj586fxdPz/oHUyl0Lf1BMy7c+uY8aXzLcWB0fh8cBD3WfsBmPGO463MeNsURA5aM88ih6nr4O2KRTmjE/tbj+ZzUpoCybixQbOo6DAxz4KIgftmUdR36BAeOl4qPKm2Q2PVeVNQ3jlBM6j6Ka6Wsw4WxREDmzDYluPeiqM1zqdRxGkNuAdYxMeL52A4NLrW5Y3QuLVxC3N8yiOO32flnkUjk+44zwKusiwRUHkxJShOmx9YgxOvDARW58Yg9ikCKfbPaH6BFtRj0+Dv0GF6iwskKhQncWGsBW47OR77mPGtf2sjz0NjwcgrL93s8egUmBgi4LIA/MGxGLu4VNt5lHcIdfiRHQBQs2xKB7+KSqCGqBv6gHLgQQURWtwB+dRUBfAFgWREyt/LMblL3yDpCdW4/IXvoGytBGvDIxvM49ChMehrzkWKTlHEBTcACGAoOAGpOQcQS/jJQDOM4+CKACwRUHkwDbhzjaXoriqEfNW5OLPU7Ow6xeZ9huPfRqJp55zOuEucdDJltdO51EA1rkUjPDoVq6++mq88sorGD7cu+exfffdd3jwwQdhNBoRHR2NTZs2+fgM22KhIHLgasLdy+sO2+U/AcBK8+UIcfM8Crc44c4r9T+eQc26Qpir9FBGaBF2XSJ6Du3T2afVIaqqqjBnzhysXbsW/fv3x5kzZzrkfXnriciBqwcXFVc1Yvi2g4j9di+GbzuIT8sq8fK6wzDoQ5xub9CHtDy4qLTsc2zdeiU2fpOMrVuvRGnZ53xwkRfqfzyDqhUFMFdZZzKbq/SoWlGA+h+9/8IMpJjx//znP5g6dSr69+8PAOjTp2MKJAsFkYN+EcHOVzRPuJP4ecJdcVUjlEeuc/o8CmXBdXh9z+soLfsc+fnzmxNkZcuEu1KNiy83TrhzqWZdIaTRYrdMGi2oWVfo9TEDKWb8yJEjOHfuHK6++moMGzYMH33kfbx6e7BQEDloz4Q7RbAS/y0bC6XD8yiUeVPxadgNnHDnY7aWhKfLPZGVlYUNGzbg8ccfx+bNmxEeHg7AGjN+6aWXIisrC998843dsx+cxYxrtdqWmHEAbWLGt2zZYve+rWPGhwwZgg8//BA//fRTm/ObNWtWS9S4yWTC7t27sXr1aqxbtw7PPvvseYMEfcGjPgohhFpKaXRYFi2l9D4Enugi1Z4Jd/rkUGzKqwJKr8Gs0gnoA4EzkHinn0C18h+I6cEJd76kjNA6LQrKCK2TrT0TSDHjcXFxiI6ORs+ePdGzZ09cddVV2LdvX5sgQV9z26IQQlwjhCgCUCKE+FoIkdhq9dd+PTOiTuTphLvfaHfgJcU7GBH+N5y+8j4cufa3OH3lfRjV8Bf8+9gXeDFiGCfc+VDYdYkQavuvLaFWIOy6RK+PGUgx45MnT8bmzZthMpnQ0NCAHTt2dEig4vlaFC8BuK75yXTTAawXQvxaSrkdgP+zbYk6UeuHF0WEahCU1BNNsT1a1gcrBP5Q+A98EpyCpOEHWobIBgU3oP+wg/h452j8LncVSmc+zwl3PmIb3eTLUU+BFDOenp6O8ePHIzs7GwqFAnfeeScGDRrk5ZV7zm3MuBBin5RycKvXmQBWAHgCwFNSyhy/n2E7MGacfMVxLgUAqFUKaLMjcba3tiVmfNo7A7BmRH9og53EjDf2xPU7TwILqnAo/2mUlCwFYAagRL9+M5CetpDzKMCY8Y7kr5hxoxAipvmRpWhuWYwF8CWASy7khIkuZs7mUhhNFpgPnQN6x/y8MDzO5XwJTVA9GnpGobrsc5SVrYC1SACAGWVlKxBRY0Ts+n9yHgVd9M436ukJAH2FEEFCiEHNLYoKAKMBvOD3syPqJK7mUpgbzXbDY4/qrnI7j+L1XuGuRz1V/pfzKLqorhYzfr5CsQnArQCKAHwI4GMApwDMh7X/gqhLcjWXQgb9PGy20SLR8/gGqI6Mg8Vi32VnsQiojoxDVVMVmvSlTo/VpLY4Xc55FHSxOV+heAlALwBJUsphUsqhsN5yigDwsp/PjajTPHrdQKgVDsMZAZgc5lL0bTqDCmM52o7tEKgwluPh6lrXo56MLv77cR4FXWTOVyhuAHC3lLLWtkBKWQNgNoCJ/jwxok7X9ru/jdNBfRCRsQcKhX3rQKGwICJjD/oYjdbRTVA77KnGgMibAIXDcoWa8yjoonO+QiGlk2FRUkoz4PL580QB7+V1h2E02/8TFxJQFbT8zAQ1gJOXP+G2M7uxZ5R1X4ci0/La5Qqii8f5CkWeEOJ2x4VCiNsA5PvnlIg6n6vObNHUaiSUEChKmeJRZ7ZDsAGkNFo7s80G+53MBnZmd3FXX301vB3G//LLL2PIkCEYMmQIBg0aBKVSicrKSh+fYVvnGx57L4AVQojfAdgNaytiBIBgADf6+dyIOk2/iGAUOykWrTuzjVJiz5YPMLpoHCyDPoNC8XMLpKUzW/UpmvQ1Tt+Dndne2b9/PzZu3Ijq6mqEh4dj7NixyM7O7uzT6hCPPvooHn30UQDAqlWr8Je//AWRkZF+f1+3LQopZbGU8lIACwEUAjgJYKGUcqSUstjvZ0fUSTztzJ5V8A47szvQ/v37sWrVKlRXVwMAqqursWrVKuzfv9/rYwZSzHhrS5YswcyZM72+7vbwKD1WSvmNlPINKeViKeVGf58U0UXBg85snf4MwjN2O+3MDs/Y3dKZrVAEO6wPZme2FzZu3Aij0f42ntFoxMaN3n8tBVLMuE1DQwPWrl2LadOmeX3d7cGYcSInPO3MbgzpB21Q258UAUAb1IDGnlGIjZmMmJipAGy3rZSIiZmK2KCh7MxuJ1tLwtPlngikmHGbVatW4fLLL++Q204ACwWRU552Zh+4dC4M+rbx4wBg0PfE673CUeoiwqN099PszG4n25e4p8s9YYsZz8rKwrx587Bw4UI0NTVhzpw5WL58OXJzc3HXXXf5LWZ879692Lt3L/Ly8vDee+95dM5Lly7tsNtOAAsFkVOezMw2SokvTldBWzDR6RPutAUT0fdYpesIj75NcIqd2S6NHTsWarX97Tq1Wo2xY8d6fcxAihkHrK2nTZs2YfLkye0+J2+xUBA50Z7ObF3R5dCXZMFiEZDSOuJJX5IFXdHlmIYm1xEeWqXT5ezMdi07OxuTJk1qaUGEh4dj0qRJFzTqKTc3FyNHjsSQIUPw/PPP48knn7SLGZ8yZcoFxYxnZ2ejsrLSbcx4dnY2Ro0ahfz8trMOHPsoPvvsM4wbNw49ezpvyfqD25jxQMOYcfKVlT8W49Hl++z6KaQAjIMi7J50V7LpanymvgGhI39oeR4FYG1R1P4wEjcaVuH7cdnNz8u2F6SIwOX/+wmwtOqcVaiBKW91q/RYxox3HG9jxtmiIHKiPZ3ZwUP22xUJAFAqzQgesh8lMtp1hEePcezMpoDAQkHkRHs6s91FeLwtp9o2tT+OAHDwM3Zmd1HdLWacqFtqT2e2uwiPjXGNriM82JlNAYKFgsiJ9nRmi4LxTp9HIQrG4+7CL9mZTQGPhYLIFQ9nZlcZypxufM5Qhmloch3hoYwA1A4tF3UwZ2bTRcevhUIIMV4IcVgIcVQI8YST9WlCiO+FEHohxNz27EvkT+3pzA7P+NHF8yh+RKim0XVndtrTwOBfAaK5ZSGU1tfdaMQTBQa/FQohhBLAmwAmAMgAMFMIkeGwWSWA+wG84sW+RH7jq87sEhlt29T+OALAye3Avv8AsvmY0mx9vX/ZhZ4+XcQuJGa8uroakyZNwuDBg5GZmYl//vOfPj475/zZohgJ4KiU8riU0gBgKQC7qYRSyjNSyp0AjO3dl8ifPO3Mvld5qfvnUZgmuX8ehdGhIBkbOerpPErLPsfWrVdi4zfJ2Lr1SpSWfd7Zp9Rh3nzzTWRkZGDfvn347rvv8Mgjj8BgMJx/xwvkz0KhA3Cq1eui5mX+3pfogj163UAEq+07m6VCtOnMHnlyDVRHxjntzFYdGYe+8kfXndl8HkW7lZZ9jvz8+c0TGCWa9CXIz59/QcUikGLGhRCora2FlBJ1dXWIjIyESnW+xwpdOH8WCmczhzydBu7xvkKIu4UQu4QQu8rLyz0+OSJ3pgzVYdowHZS2e0YCMPcLspuVDQBPFf4dZ41n4Px5FGdwFw7zeRQ+5DI369grLvY4v0CKGb/vvvtw6NAh9OvXD1lZWXj99dehUPh/TJI/36EIQHyr13EA2uYYXOC+Usp3pZTDpZTDe/fu7dWJEjla+WMxPt1dDLMt4kYCqpImKEp+7o8IVgjENJ3xqDObz6PwDZetMxfLPRFIMePr1q3DkCFDUFJSgr179+K+++5DTY3zJyj6kj8LxU4AKUKIJCGEBsAMAF90wL5EF+zldYfRaLSP5YBFQt086kkJ4OaYXhDhceftzObzKHzHZevMxXJPBFLM+D//+U9MnToVQggkJycjKSnJaZCgr/mtUEgpTQDuA7AOwCEAy6SUB4UQs4QQswBACBEjhCgC8DCAJ4UQRUKIMFf7+utciRy5GvWE5lFPZgDLys5hx/CHz9uZzedR+I7L1tklc13scX6BFDPev3//lqf5nT59GocPH8aAAQPafW7t5ddeECnlGgBrHJa90+rPZbDeVvJoX6KO0i8iGMVOikXrUU+NFokvyqswumgcLIM+g0Lxczfaz53ZP+D4sd0unkdhRmzbOw3szHYjNsY6+PH4sVfQpC9FkDYWAy6Z27LcG7m5uXj00UehUCigVqvx9ttv28WMJyYmXlDM+D333IOUlBS3MeN6vR4A8NxzzyE1NdVuO1v/xKxZs/DUU0/hN7/5DbKysiClxIsvvojo6Ggvr9xzjBkncmLlj8V49L/7YLS0ihkHYMyyjxnfuf1mbFb9Ar2HbrXrp7BYFCj/8XJMrFyLXdeGwOlYDAmM3VzRdnl4PPBQ1wmUOx/GjHccxowT+ZqHER4RGXtcdGbvQaimsX0RHhBAyjivT5nIH1goiJxoT4TH+Tqza0LHwm2Eh10Fkpyd3QUwZpyoG2hPhIe7zuy/mCZibeE614ObCr5Gm9tSnJ1NFxkWCiIn2vM8Cnczs2PlPlwRVO48wuPYK647rtmhTRcRFgoiJ9rzPIoy41k469CoMZZisrICvZTOB4w06Utdz8Lm7Gy6iLBQELniYWd2dMYup53ZPTL2o6/yHKSql9PDB2ljrbOwOTubLnIsFEROeNKZDQDVPWLcdmaHoh6mXje0mSQGCERGXdP8R87O7k4uJGb83LlzuPHGG5GdnY2RI0d2WIc5CwWREx51ZgN4ZcDdbjuzqxGKvxzZ1hzhYT+6ibOzvfNpWSWGbzuI2G/3Yvi2g/i0rLKzT6nD/OlPf8KQIUOwf/9+fPTRR3jggQc65H1ZKIic8KQzGwDejxoD5ZFxMJsdIsklYDwzAJvMCSirL0Pl2W/hOLrJOju7CU6xM9upT8sqMffwKRTpjZAAivRGzD186oKKRSDFjOfl5WHs2LEAgLS0NBQWFuL06dNeX7unWCiInPC0M1unVWN5+bXQl2ShdciBEECw7iDO9ohGTM8Y16mnWqXT5ezMdu7Px0vRaLEvuI0WiT8f9z49NpBixgcPHowVK1YAAH744Qf89NNPKCry/w8VLBRErpyn60AAGBsVin3hxVBGF7RZr1SaETP4BB7IecD17GzpvOXC2dnOFesdH4bpfrknAilm/IknnsC5c+cwZMgQvPHGGxg6dGiHPLjI/+9AFICcdWZDAuqCWuibs54krAmylvo+bju09QAio65BScm/26yPPKt3fgIFX1/A2XddOq0aRU6Kgk7rOPPdc7aY8TVr1mDevHkYN24cHnvsMcyZMwe7du1CfHw8FixY4LeY8SVLlnh8rmFhYS3PyZZSIikpCUlJSe27YC+wRUHkxPlixm0aLRLQw33U+J7Xm/so2qoMdfGTMPsonJo3IBbBDrcEgxUC8wZ4/zyKQIoZr6qqanlG9j/+8Q9cddVVCAsLa/e5tRdbFEROeBIz3kILqA5fC0vWyrZR44evRVnk12jSt+3IBNhH0V7TYiIBWPsqivVG6LRqzBsQ27LcG4EUM37o0CHcfvvtUCqVyMjIOO+DjnyFMeNETjy5Mhcfbz/ZZrkpLhimTPsvpezc/+L/NZYjaNi3baLGm3ZfgzcuKcQfYxvRpG/7NN8gRQQu/99PgKVVy0KhBqa8BWTf7LsLuogxZrzjMGacyIe+zS93ulxRYWizrESthjJru9PZ2cqs7bgq7qrmJ7A5SZDtMY4T7uiix0JB5ISnE+4AoPb0CGi0LjqztfX4X9H/rPs6qwcHP+OEuy6IMeNE3YCnE+4AAE2AQd+z7XJYl5fVl+H4sVecJ8hywh0FABYKIieuSevtdLklWtNmmdACTWX94djdJ6V1OSfcUaBjoSByoj19FIrwswiKOen01lJQzElcFXcVJ9xRQGOhIHKiPX0U5pqo8/ZRtCTFOuCEOwoELBRETvi6j4IT7sjmQmLG8/Pzcdlll0Gr1eKVV16xW7d27VoMHDgQycnJeOGFF3xxqi1YKIicePS6gQhWOxQFpWgTCghY+yiK8q5y+jjUmoOXsY/Cx1b+WIzLX/gGSU+sxuUvfIOVPxZ39il1mMjISCxevBhz5861W242m3Hvvffiq6++Ql5eHpYsWYK8vDyfvS8LBZETU4bqMG2YDsrmjgelELgssze0cfZRHcEKgV/1/A4WYwmcPRKv3ljmPhRQGcEn3LXDyh+LMW9FLoqrGiEBFFc1Yt6K3AsqFoEUM96nTx+MGDECarX9v5kffvgBycnJGDBgADQaDWbMmIHPP//c68/EEQsFkRMrfyzGp7uLYW7+cjBLib2HzuLSesDWBlACuDmmF/6k/gr9s486nXAXO/gEJg6YyAl3PvLyusNoNDrkbRnNeHndYa+PGUgx464UFxcjPj6+5XVcXByKi33X0mKhIHLC1RfS9h9KYVtqhjU99pXYP7hNj119fDUATrjzBVeDDFyGOHogkGLGXXEWxeSYVnshWCiInHD1xSOdpMe+n9fjvOmxnHDnG64GGbha7glbzHhWVhbmzZuHhQsXoqmpCXPmzMHy5cuRm5uLu+66y28x43v37sXevXuRl5fndchfXFxcS4ECgKKiIvTr18+rYznDQkHkRHiw8+cbSFXbn9IaDSoYzwxwOuHOeOYSlNWXsTPbR5wNMghWK/HodQO9PmYgxYy7MmLECBQUFODEiRMwGAxYunRpS6vHFxgzTuSEq1a7s+XhqIW69zGnt5bUvY8irCYMKqUaJnNVm31V0sUDdzjhzqkpQ3UArLcGS6oa0S8iGI9eN7BluTcCKWa8rKwMw4cPR01NDRQKBV577TXk5eUhLCwMf/3rX3HdddfBbDbjd7/7HTIzM738RNpizDiRE0lPrIaz/xkSgP46+y+lvuvy8eq1850WESmBrUeDcXV6EEymc23Wq0zA6G0VbXcMjwce6jqhcu4wZrzjMGacyIfac+upGiGQ0nkTREqBu86UOC0SAGBSuvhBrfqU8+VEnYCFgsgJl7eeLG2/2JWwQAjnX/hCSMSYzfh5UK0DVw164WJ7CgiMGSfqBqoaXERrWABFif1QWDMUblsUluatnHI1glG62J6oE7BQEDnharilAKA6VG23TIcKty0Ka9uALQoKXCwURE64G24pTPbf7o+oPmGLgro0FgoiJ9oz3PJG1Ta3LQrrfzIXFcHloEPGeNDFg4WCyAdcjTKXEs3FwMUGLutB1xm2Tvb8FTP+u9/9Dn369MGgQYN8cZp2WCiIfKA9E/ToAu1fBvxlELAgwvr7/mWdfUYdxlXMOAD85je/wdq1a/3yvn4tFEKI8UKIw0KIo0KIJ5ysF0KIxc3r9wshclqtKxRC5Aoh9gohOIuOiKxFYdX9zfNMpPX3VfdfULHoCjHjAHDVVVchMjLS68/BHb8VCiGEEsCbACYAyAAwUwiR4bDZBAApzb/uBvC2w/prpJRDzjdrkOhidgoxbm8klfbWOF/x5cN+OZ+AtnEhYHQIbDQ2XlDableIGfc3f7YoRgI4KqU8LqU0AFgKYLLDNpMBfCSttgOIEEI4f8ILUYD6IWSEm2GwAkcucZ48i13v++2cAparVN0LSNvtCjHj/ubPUEAdgNY5BEUALvVgGx2AUlj/a30trMNJ/ialfNeP50rkF0IAIVm73W5jUrscI+v7Ewp04XHO400uIG3XFjO+Zs0azJs3D+PGjcNjjz2GOXPmYNeuXYiPj8eCBQv8FjO+ZMkSr8+9o/izReHsX7/jv3x321wupcyB9fbUvUKIq5y+iRB3CyF2CSF2lZeXe3+2RO3QenZ2pSocZrPrn7lUagOMZn7p+8TYpwG1w2RIdfAFPTq2K8SM+5s/C0URgPhWr+MAlHi6jZTS9vsZAJ/BeiurDSnlu1LK4VLK4b179/bRqRO5JgCoCmpbXj+Z/P9Qu3+syyGyAJBS4P0T2KiV7JuBSYut6boQ1t8nLbYu91Jubi5GjhyJIUOG4Pnnn8eTTz5pFzM+ZcqUC4oZz87ORmVlpduY8ezsbIwaNQr5+fltjtO6j6KsrAxxcXFYtGgRnnvuOcTFxaGmpgYAMHPmTFx22WU4fPgw4uLivH4IkjN+ixkXQqgAHAEwFkAxgJ0AfiWlPNhqm4kA7gNwPay3pRZLKUcKIXoCUEgpa5v/vB7AQiml27FfjBknX0p8YrXLdY5x49p1xXjv2vtdRo2P/V8Fvhkd7eJgEmM3n3W+bkG18+VdCGPGO85FFzMupTTBWgTWATgEYJmU8qAQYpYQwtYzswbAcQBHAfwdwJzm5X0BbBFC7APwA4DV5ysSRL7Wq4eLhwo5YQvqcOW/oTO9G/nUjeYI0MXLr0+4k1KugbUYtF72Tqs/SwD3OtnvOIDB/jw3ovP546RMPPjJXo+2vVWsd7lOCCBs0CZrM8RZr1zzyKfY8sq26756/IJuq1DnYMw4UTdxvryn1h3aD/dcCYO+p8ttVWoD1EbXrQ6XI58anRQPog7GQkHkBce48SeT/x8af8x226Fd/HkwB7xSQGKhIHLDXT9F67jxz/pei0OFTp593UrQiAFup0ZwhjZdrFgoiNz446RMt+tb334y9g9yuZ0QQGj/Q3CdIitwKMXVDG3fDXMk8gYLBZEb7vopBADVgaqW1/eLPTAZta63F0Dlj79wuV4q3UTNslXRZfgjZvzUqVO45pprkJ6ejszMTLz++uu+Ol0ALBRE56Vw8/3d+nlFTyb/P1TmjnTZT2Ed/bTbbT/G7kGhzlewVdFi9fHVGLd8HLI/zMa45eOw+rjr+S5djauYcZVKhVdffRWHDh3C9u3b8eabbyIvL89n78tCQXQev7q0v9v16h/OALD2U6xqcn+rSqU2uF4pBKp6aTinwo3Vx1djwbYFKK0vhYREaX0pFmxbcEHFoivEjMfGxiInx/qUhtDQUKSnp6O4uNjrz8QRCwXReTw3JcvlOgFAcc7Y0ldxbZ8Dbm8/AUDtKTdPIBMCeaku+ipWtply1O28vud1NJmb7JY1mZvw+h7vb7V0tZjxwsJC/Pjjj7j0UscMVu+xUBB5oKdG6XJd676KP6Q+dN7bTyFxBxBSMsr1mymE81aFxdDtWxVl9WXtWu6JrhQzXldXh2nTpuG1115DWFhY+z8MF1goiDzw/I2uWxWAta9CddA6OU5Rc879tgIo07p5fgJbFS7F9Ixp13JP2GLGs7KyMG/ePCxcuBBNTU2YM2cOli9fjtzcXNx1111+ixnfu3cv9u7di7y8vAsK8jMajZg2bRpuvfVWTJ061evjOMNCQeSBKUN10Kpc/3cRAJRFjVAdrMSmzCtQdTLdbauiZ2QR6s72c/2GCuG8Y9tiAP7qu1sKgeaBnAcQpLQfhhykDMIDOQ94fcyuEDMupcTvf/97pKen4+GHfT9CjoWCyEMvTst2u95WLFZVDMP7db+AlK6HS1mLRQkaal3cHmju2D50SY+26yrygQ9/2Y4z7zomDpiIBb9YgNiesRAQiO0ZiwW/WICJAyZ6fcyuEDO+detW/Otf/8I333yDIUOGYMiQIVizZk2bY3nLbzHjnYEx4+RvmU+vRb3B7HYbCcAcF4ynav+KS0bucxo93rKtBBrrwtAjtMblBv1KGpF+rO2IGQz/PXBD287PQMOY8Y5z0cWME3VFz9+Y5XZeBfBzyyJXnYWair5u500IAQSH1KCmwsU9diFQ0i/Y+W2oXe9125YFdSwWCqJ2mDJUh0U3D3GaFt6aALCqYiSWFt6CurP9zlssQqPKYDKpUL7byczt5ttQTovFiU3As326/Wioiw1jxom6uSlDdfjLLUPOu50A8MO5ZCwsnI36yvMXC5XKhOicbTj3UxqKPg1rs0FVLw02XhmFrSN72Q+fNeuBFXcx5oP8hoWCyAtThupw2yj3M7ZtrqjKxZMnZqOxLsJtsQCsBSOifz50U2tgNGhh3j8VobY5F0IAQqApSIm8tFB894tI+4Kx6z1gQbj114tJbGWQz7BQEHnpuSlZHhWLLyxXYG7Np/hq17MeFwshALVGD0XWCtTEboeUgL4pBGV5o1s2MqsUyEsLxcYro7BplEPRaKy0tjJYNMgHOOqJ6AKt/LEYD32y97wPJfqlYgsGYgzihz6HHpFFbkdDudL6v6uUAkJI6Jt64MzB/ug/7JDdtkF6CwacqEdsuS1fSgCQQHg8MPbpi+YRq11x1NPFyttRTywURD6w8sdiPLp8H4zm8/9/+k2wGcMSP0Rw3F6vioUzzgqI4+8mowaAgEqtt/uzQR8C45kBUPc+Bk1QPQz6EKiOXAu9vgbKrO3QaOth0PdEXWk/hMSUtGwjCsbjiDEewzJeQZNWiVO70tFn0E/QBjXAoO8JbcFEhFeMR/7A79A36gOUfq6GsmgI6kc1Qje0ENqgBuibeiI2+h1k6rJgEkCVqgFVygpEGFXoLQ1QSxOMUKHWHAy9IggQAgaFHiGGBgQ1AEoz0NBLC2VPAxQKCywWBYyNPQFTFAzSArNCIAoCKgAmAdSqjGhQVKFRNEKtUKNPzz6I0Ea0/UAbKoHaUsBsAJQaIDQW6BHpchuDRg2DVgGLNEOhUEOjjYFG7eS4sIYKvvDHP2JIv35QCD1UPS3WvycBGLQaKEJ1LvfNz8/Hb3/7W+zZswfPP/887r77OgBAU5MeEyb8FgaDARaLCtOnT8czzzzTZn9vC4XK3Uoi8oztuRUvrzuM4qpGt9t+0KjEB4d+hz+dWYaowd9DqTRfcMFovb9ozj53/F2t+Tm5tvWftUF10MTvbzmGNqgOlkErEQQBhcLSvKwemsQCu23MGZ8hM28qfjg+F70avoIu5wiUSnPL9uaMT1GTB1x6cAKOyCJoC6tRdUUdki492rJdUHA9oG6AXl2NIGM4oow9oJC90cdSAqWQgAA0MCFCWYezUKFBCai+WofK9/4D89mzUPSORth9M9Bz/JUAAIXCAk3PWujrAZO5F/pCtNxfV0sgwqiGVIXDpDDBCCNK6koAwL5YNFQC1acA2fyMc7PB+hr4uVi02sagEmjSSEBar8liMaKpyZrc6uwLX5pMMJ0ph0IXBXXPn//uhQS0TQY04SQMoc73tcWMr1y5Ek1NpT//HWo1WLXqHwgJ6QGj0Yjrr5+NCRMmYNQoN5li7cA+CiIfmTJUh61PjEHhCxM96rv4w9mb8e7hh1F1KuO8/Rb+5lioFArZUiRcbaNUmmFM+QpXFWWhT+bJli//1uv1KWsQLAUyGyeiOEIgbuipNtsJAcgg6/PHFQDCzMHWItH6WEIiArVo3LgOda+9A3NFBSAlLGfKUf2nv6F+7eafjwdAE1yPaCjafMFZj69BsCkYgDX6ovBMoX3M+L/eB6QFC//yLkZcfxsGjbkJdz/6DGSNtahYY8YfxFU3/hbpo6fi+4N5uPXWhzB06A149tk3AAA/FZ7CoMwcpzHj0mAAIKEKNmP9/77HZZPuQM51v8JNdz+G+voGaPVmGPTOQw5dxYwLIRASYp3FbzSaYDQa22RLXQgWCiI/eG5KFl67ZQgigl0/cxsAdhfHY27+LJw4MBVGgwZSotOLRnuotXXoAwFtkJOZ483rAUAZFAkp611uJ8TPRUnl4vrVMEG++zGk3v6ZHrLJgNq3ltgtUygsLm+XqCTsSsh3G76zjxkfPRIAcN9vbsHONR/jwDf/RWOjHl+u3dCyj0alwP9WvIdZv56OGb96EK+++gds374C//nP56isrAIAFBSccB4z3vwXfLbqHJ57/R/Y8Mk72LPuPxg+OAOL3v0YQlpbJTaexoybzWZcccVNSE6+Gtdee61PY8Z564nIT6YM1bXcklr5YzEWfHEQVY1Gp9s+X3o1UHo1pqu2IbVnHuKH5kPd6iFHPvzh0KeM+hCcgbVDPSi4bREw6q0puOamSgjR0+V2Uv78xW0SgLMnehihgjhz1ul5mE/bL7dYFDABcFamTQKw4OfClJ6ZjtcXvo7HH38cN9xwA65MjQLMBny7bRdeevtDNDQ2obKqGpnpqZjUvM8vx48FAGSlJSM97RLExPQGACQmxqGoqAzh4aGIi4u1ixlveTJd81/m97tykXfkBC6f/FsAgMFoxGXDsiEFoFD8fOaeRowrlUps2fJfVFXV4I47nsSBAwcwaJCbZ5+0AwsFUQdwVzQUArA0/xT9X9MvIKp/AXwHTFdtQ4UIx7iwg4jM+qHN0/Gk/Hko7YWyHcvGYhFAqz4KZ9uYzUqoCybgf3G56HWwP3RDC+xuK5nNSmgLrkejkDgSvBq6KomiH+Pt+ihajttkfQaEBUCNshFBZmF3+8ksBaoQCtGnN+TpM23OX9k36ufjATA09kQ1LOjrcPvJenwDGhXWfiQhBC4dfCl2796NNWvWYN68eRh3zZV47Hc3Ys4f/oxdaz5GvC4GC179G5rkz8OPtb36AUIBhUKBINXPX+rWmHFz8zr7Z5jYbgUJjXUggUkvcO1Vl2LJW3+2O/cmrRIarfex6RERYbj66quxdu1aFgqiQNW6aDha+WMxXl53GCVVjdigHg0hgO/OZgKbbm65JZWkqMAVwaGYUh+F6ti10KesgUZb53K0kz9HPR0yxmFkiutRT2EV47Ej81v0jdoAfZUaIduHoBAD7UY9oWcPaI3hMLYa9WSRwW1GPZkUKgT97vdoXLQI0Ot//tC0WoTM+hUAtIx6EqYoqKQFZxSyzainRkU1jMLYMuqp4WwDIiMjcdtttyEkJAQffPABmrR3AwCiIyNQ12TC8q82YfrNt/z8nkHh1mHGij1QSIkgg4BBay1JCoUKWm0MTp4swvfff4/LLrvMLmZcqFRQ9emNEf3j8eDCP+PI8VNIGRCP+sZGnDh7DgOHXu5y1FNrQUGxLX+uqKiESqVCREQY1Orklgcx+QoLBdFFxF0RcW40gD+fd6t2u96zzSYAAO6zvhjrfJvhGA3gj7aN2zh06BC0caHQAuiJUOjQ1269BkBLe+GO21Ed2Qtn/vIaTKWlUMXGos9DDyJ80qSfd4hw/j7W4wOA/TDXHbk78Oijj0KhUECtVuPtt99GRL8k3HXPbGRd92skJiZixKVORg/1iAQik4CgcGiiB0EDQKnsiR49EqFRh7XEjN9zzz1ISUmxixlXhYYifvhwfPDxv3HrQ49D31z4nnvuOWQ5FAlb/8SsWbNQVlaG4cOHo6amBgqFAq+99hry8vJQVydxxx13wGw2w2Kx4Oabb8YNN9zg/IPwAudREFGn6ooT7hgzTkRE3QoLBRGRjzFmnIiIuhUWCiIicqtLjXravXt3hRDiJy93jwZQ4cvzCQC85q7vor/e9evXZ5nNZpOvjmc2m1VKpdJnxwsEnl5zWVmZKiMjI9dhccL59utShUJK2dvbfYUQu87X89/V8Jq7vkC43n379hUOGjTIZ8XswIED6YMGDTp0/i27Dk+v2Ww2R3vz74G3noiIOtDIkSMH/u9//+vhzb4//vhj0JAhQ9I0Gk3O008/3ddxvclkQnp6esY111yTfOFn+rMu1aIgoq4vd1NR5K41hbqGaoOmR7jGMPz6xOKs0XGVnX1eHaFPnz6m119//eTy5ct7OVv/3HPP9U1OTm6sq6tTOlvvLbYofvZuZ59AJ+A1d31d6npzNxVFbv3v0YSGaoMGABqqDZqt/z2akLupqGW6dXR0dHl7jllTU6O4+uqrkwcOHJiRkpKS+fe//70XAMydOzd20KBB6SkpKZkzZ85MsFisuVcjR44c+Pvf/z5++PDhAwcMGJC5adOmHuPGjbskISFh0P33398PAA4fPqxJSkrKnDp1amJqamrG+PHjB9TW1rb5vl2xYkXYkCFD0jIyMtInTJgwoLq62u13sk6nM40ePbpBrVbbzZSOjo4uP3bsmHrdunXhd911l8/7pFgomkkpu9R/KE/wmru+rna9u9YU6swmi933ltlkUexaU9iSexITE9OuL8oVK1aExcTEGA8fPpxXUFBwcOrUqTUA8Oijj545cODAoYKCgoONjY2KpUuXhtv20Wg0ll27dh3+7W9/W37TTTcl//3vfz+Zn59/8JNPPokuKytTAkBhYWHQrFmzyo8cOZIXGhpqefnll+36UEtLS1V/+tOfYv/3v/8dycvLO5STk9Pw7LPPtrmd9NJLL/V+6aWX3Pa/xsTEVNx7773xL730UpFC4fuvdRYKIgoYtpaEp8s9kZOT07h58+aw2bNn69auXRsSFRVlBoCvvvoqNDs7Oy01NTVj27ZtoQcOHAi27XPjjTdWAcDgwYMbk5OTGxMSEozBwcEyPj5ef/z4cQ0AxMTEGMaNG1cPAL/+9a/Pbtu2LaT1+3733Xc9jx07FjRy5Mi0tLS0jKVLl0adPHmyzXU89thj5Y899pjbVtKSJUvCo6OjTVdeeaXzB35cIPZREFHA6BGuMTgrCj3CNQZn23siOztbv2fPnrxPP/00fP78+boNGzbULFy4sOyRRx5J2LFjR15ycrLx4Ycf7tfU1NTyg3VQUJAErLHiWq225TaQNWbcJAC0ecKc42spJa644oqaVatWnfD23G22bNkSsn79+gidTheu1+sV9fX1ismTJyd9/vnnF3xsoAu1KIQQ44UQh4UQR4UQTzhZL4QQi5vX7xdC5JxvXyFEpBBivRCioPn3Xq3WzWve/rAQ4jr/X2FbHXnNQogoIcS3Qog6IcRfO+YK2+rga75WCLFbCJHb/PuYjrlKu+vpyOsdKYTY2/xrnxDixo65SnuVlZVh+/fvH7R///5BRUVFdg9mGH59YrFSZf+MVqVKyOHXJxa729doNCoPHTqUsn///kGHDh1KMRqNLZ29hYWFarVarRo1alTCnXfeqd+7d2+PhoYGBQDExMSYqqurFatWrXLaeexOaWmpZsOGDT0B4D//+U/kL37xi7rW66+++ur6Xbt2hRw4cEBbWVkZtmPHjkFffPFFluM1A9aicuLEifj9+/cPys3NzTCbzS0PwaisrAy75557eq1fv96yY8eO8g8++OD4qFGjapcvX37S2TULIRKFEI2t/q7P+/i8LlEohBBKAG/CGmScAWCmECLDYbMJAFKaf90N4G0P9n0CwEYpZQqAjc2v0bx+BoBMAOMBvNV8nA7T0dcMoAnAUwDm+uuazqcTrrkCwCQpZRaAOwD8y0+X5lQnXO8BAMOllENg/Xf9NyFEh951kFKiqKiof0pKypFBgwYdrKqqiqyvrw+yrc8aHVc5bFK/M9oQhQSA4DC1MeWaUEPW6LhKd/uWlJTEhoaG1mZnZx8IDQ2tLSkpafky3r17d/Cll16aPnPmTPnXv/419Omnny6Njo4233rrreUZGRmZEyZMSB48eHB9e69lwIABTe+//35Uampqxrlz51Rz5861u33Ur18/09/+9rfCGTNmDLj00kuTf/3rX8uamppTjtf80ksv9X7++ef76/X6oPDw8Pz/+7//U7/33nvRf/nLX2L79u2bnZ+fb3fNBoO1xeXumgEck1IOaf51/kfoSSkD/heAywCsa/V6HoB5Dtv8DcDMVq8PA4h1t69tm+Y/xwI47Oz4ANYBuKwrX3OrbX8D4K/d4e/Z4bgCwFkA2m5yvUkATgNQ+fs69+7dWyil3CWl3FVdXX3o0KFD1bbXp06dKjp16lSR7bWUctexY8fKz5w5c9z2et++fU1NTU373O1r20ZKuaupqWnfvn37mmzbVVRUHD1x4kTZyZMnS4qKik61fi9vf+Xn5+9PTk5u9GTbjrzmvXv3FgJIBHCgPX9HXaJFAUAH4FSr10XNyzzZxt2+faWUpQDQ/Hufdryfv3X0NV8MOvOapwH4UUqpd7LOXzr8eoUQlwohDgLIBTBLStmhURgGg0GjbvWwcI1GYzAajXZ9EkajUa3R/NwnoVarDQaDQe1uX5PJpNJqtUYA0Gq1RpPJpAIAs9msKCsri4mLiyvx97W50tHX3CxJCPGjEGKTEOLK851jV+nMdvbUYMcnMrnaxpN9vXk/f+voa74YdMo1CyEyAbwIYJwn2/tQh1+vlHIHgEwhRDqAD4UQX0kpm857pv51If823e576tSpfn369DmtUqks7rZrr4EDBxoKCgoOXsAh/HbNAEoB9JdSnhVCDAOwUgiRKaWscbVDVykURQDiW72OA+D4E4KrbTRu9j0thIiVUpYKIWIB2J7q7sn7+VtHX/PFoMOvWQgRB+AzALdLKY/55Co812l/x1LKQ0KIegCDAHTYYyMdf5pu/onZ2HobtVpttN2HBwCj0ajRaDRGKaVwta9KpTLp9Xq1Vqs16vV6tUqlMgFAQ0NDz+rq6l4lJSVxZrNZKYSAQqGwxMbGtmvS3oXoyGtuvpWkB6AHACnlbiHEMQCpcPP33FVuPe0EkCKESBJCaGDtaP7CYZsvANzePEpkFIDq5ma3u32/gLUTE82/f95q+QwhhFYIkQRrR+IP/ro4Fzr6mi8GHXrNQogIAKthvbe/1Y/X5UpHX2+SrfNaCJEAYCCAQr9dnRMhISH1er0+qLGxUWOxWERVVVVkr169qlpvExERUXX27NkoKSVqamp6KpVKs1arNbrbNywsrKq8vDwKAMrLy6PCw8OrACAjI+Pw4MGDcwcPHpzbu3fvM3369CntyCLRGdcshOhtG3wjhBgA6/fXcXfn2CVaFFJKkxDiPlg7lZUA3pdSHhRCzGpe/w6ANbA+Mv4ogAYAv3W3b/OhXwCwTAjxewAnAdzUvM9BIcQyAHkATADulVKaO+ZqrTr6mgFACFEIIAyARggxBcA4KWWev6/VphOu+T4AyQCeEkI81bxsnJSyQ1pZnXC9VwB4QghhBGABMEdK2aER5QqFAvHx8ScLCgpSASAyMrKiZ8+eTWVlZb0BICYmprxXr17V1dXV4bm5uYOEEJbExMRCd/sCgE6nKz169Ogl+/fvj1ar1Ybk5OSObh261JHXXFVV1QvAVQAWCiFMAMyw9kW5zcoSUgbCrWki6qr27dtXOHjw4Iv6mRldxb59+6IHDx6c2N79usqtJyKigOCvmHGdTpeVmpqakZaWljFo0KB035ytVZe49URE3cfe9Wsity9foquvOqfpGdHLMGr6zOIh117PmHEAmzZtOhIbG+vzIc1sURBRwNi7fk3kdx/+PaG+6pwGAOqrzmm++/DvCXvXr4k8376udIWYcX9joSCigLF9+RKd2Wi0jxk3GhXbly/xesJrV4gZtxk7dmxKZmZm+iuvvBLt7efhDG89EVHAsLUkPF3uiZycnMb58+fHz549Wzd58uTq8ePH1wHWmPFFixbFNDU1KaqqqlQZGRmNAKoB5zHjAGCLGY+KijI7xowvXry4D6yxKADsY8YBwGg0imHDhtkFBwLWmHFPrmPr1q35iYmJxuLiYtWYMWNSMzMzmyZMmNDmeN5gi4KIAkbPiF5O48RdLfeELWY8Kyurcf78+bq5c+fGNjQ0iEceeSRhxYoVx44cOZJ32223VfgrZjw/Pz8vPz8/79ixYweXLVv2k7fXkZiYaASst6cmTpxY9f333/f09liOWCiInBDWWHVbDHOZEKK4+c91Qoi3/PB+HwghTtjmSLjY5kohRJ4Q4oCv3z9QjJo+s1ipVtvHjKvVllHTZxZ7e8zCwkJ1aGioZc6cOZUPPvjg6c6IGQeA2tpaxf79+7XeXENNTY3i3LlzCtufv/3227Ds7OxGb47lDG89ETkhpTwLYAgACCEWAKiTUr7i57d9VEq53M05bRZCXA/gSz+fx0XLNrrJl6Oedu/eHTxv3rw4hUIBlUol33rrrZ9ax4zHxcUZLiRmfM6cOQlJSUl6dzHjBoNBAMAf//jH4uzsbLvgSVv/xGOPPVZ+8uRJ1YgRIzLq6+uVQgj5t7/9re+hQ4cOlJWVqW688cZkADCbzWLatGlnp0+f7jK7qb044Y7oPFoXCiHE1QDmSilvaF6eBGtUdyqAhwGMgvUZEMWwPsvC2By8tghACKzPuPiNLb211Xt8AOBLW6EQQtwE4I+wzpytllJe1bw8sXm7QX685A7VFSfcHT58WHPDDTekXGAwoM9xwh1R57gEwEQAkwF8DOBbaX3QUSOAiUIINYA3AEyXUg4D8D6A5z047tMArpNSDgbwS7+cOZGHeOuJ6MJ81dxqyIU1U2lt8/JcWB8QMxDWBNb1zZ2ZSlhjns9nK4APmjPFVvj6pMm/fBAzflFhoSC6MLa4ZosQwih/vpdrgfX/lwBwUEp5WXsOKqWcJYS4FNbWyl4hxJDmfhOiDsdbT0T+dRhAbyHEZQAghFAL64OQ3BJCXCKl3CGlfBrWfo348+1D5C9sURD5kZTSIISYDmCxECIc1v9zrwE4322Jl4UQKbC2SDYC2OfXEyVyg4WC6DyklAta/fk7AN85Lm9+HeJin72wPgOgPe85tf1nSuQfvPVEdHGoBvDs+SbcAVgF660oClD+ihmvqKhQjh8/fkBSUlLmgAEDMm2T/XyBLQqii4CU8gEPttkMIKsDTueiVre9JLJm4ymdpdagUYRqDGFj44tDRvXr9jHjd999d/y4ceNq1q5de7ypqUnU1dX5rCHAFgURBYy67SWRVV+eSLDUGjQAYKk1aKq+PJFQt72kW8eMV1ZWKnbs2BH64IMPVgDWLKro6GifPZ6ZhYKIAkbNxlM6mCz231smi6Jm46luHTOen5+vjYyMNN10002J6enpGbfccktCTU0NWxRE1P3YWhKeLvdETk5O4+bNm8Nmz56tW7t2bUhUVJQZsMaMZ2dnp6WmpmZs27Yt9MCBA8G2fZzFjAcHB0tbzDgAOMaMb9u2LaT1+7aOGU9LS8tYunRp1MmTJ9tcx2OPPVZ+vqhxk8kkDh061OPee+8tP3ToUF6PHj0sTz31VIy3n4kjFgoiChiKUI3TOHFXyz3RFWLGExMTDX379jWMGTOmHgBuueWWc/v27fOqw9wZFgoiChhhY+OLoVLYxYxDpbCEjY3v1jHj/fv3N8XExBj27dunBYCvv/46bODAgU3eHMsZjnoiooBhG93ky1FPXSFmPDIy0vLGG2+cvPXWWwcYDAbRv39//ZIlSwq9/UwcMWaciDoVY8Y7DmPGiYjIL1goiIh8rKvFjLNQEBGRWywURETkFgsFERG5xUJBRERusVAQEXUgf8SM79u3T5uWlpZh+xUSEjJ04cKFfXx1zpxwR0QBZefOnZGbNm3S1dXVaUJCQgyjR48uHjFiRLeOGR88eLA+Pz8/DwBMJhNiYmIGz5gxo8pX78sWBREFjJ07d0auW7cuoa6uTgMAdXV1mnXr1iXs3LmzW8eMt/bFF1+E9e/fX5+amup1/pUjFgoiChibNm3SmUwmu+8tk8mk2LRpU7eOGW9tyZIlkdOnTz/r7efhDG89EVHAsLUkPF3uiZycnMb58+fHz549Wzd58uTq8ePH1wHWmPFFixbFNDU1KaqqqlQZGRmNsD6y1mnMOADYYsajoqLMjjHjixcv7gPgtO19W8eMA4DRaBTDhg2zCw4ErBlPnl5LU1OT2LBhQ/iiRYuKvP08nGGhIKKAERISYnBWFEJCQi44ZvzTTz8Nnz9/vm7Dhg01CxcuLHvkkUcSduzYkZecnGx8+OGH+/krZnzVqlUnvD13R8uXLw/PyMhoiI+PN/nqmABvPRFRABk9enSxSqWyixlXqVSW0aNHd+uYcZulS5dG3nzzzT7v2GeLgogChm10ky9HPXWVmPHa2lrFli1bwj788EOvHn7kDmPGiahTMWa84zBmnIiI/IKFgojIxxgzTkRE3QoLBRERucVCQUREbrFQEBGRWywUREQdyB8x4wDwzDPP9ElOTs5MSUnJnDRpUlJDQ4NwdZz2YqEgooBSVPTvyM1bLsva+E3ysM1bLssqKvq318mxgcYWM37PPfecbr38xIkT6nfffbfv3r178woKCg6azWbxj3/8w2efCwsFEQWMoqJ/RxYcfT7BYDijASQMhjOagqPPJ1xIsegqMeNms1nU19crjEYjGhsbFXFxcUZvPxNHLBREFDBOFP5VZ7Ho7b63LBa94kThX7t1zHhSUpLx3nvvLUtKSsru06fP4NDQULPtOnyBhYKIAobBUO40TtzVck/k5OQ0bt68OWz27Nm6tWvXhkRFRZkBa8x4dnZ2Wmpqasa2bdtCDxw4EGzbx1nMeHBwsLTFjAOAY8z4tm3bQlq/b+uY8bS0tIylS5dGnTx5ss11PPbYY+XnixovLy9Xrl69OuLo0aO5ZWVl+xsaGhRvvfUWbz0RUfej0fR2GifuarknbDHjWVlZjfPnz9fNnTs3tqGhQTzyyCMJK1asOHbkyJG82267rcJfMeP5+fl5+fn5eceOHTu4bNkyrwL9Vq1aFda/f399v379TFqtVk6ZMqXKsTBdCBYKIgoYSYn3FSsUWruYcYVCa0lKvK9bx4wnJiYa9uzZE1JbW6uwWCz45ptvQtPT05u8OZYzjBknooARF3drJWDtqzAYyjUaTW9DUuJ9xbbl3ugKMeNjxoypnzRp0rns7Ox0lUqFzMzMhocfftjjJ+OdD2PGiahTMWa84zBmnIiI/IKFgojIxxgzTkRE3QoLBRERucVCQUREbrFQEBGRWywUREQdyF8x488++2yflJSUzOTk5MyFCxf28c3ZWnHCHREFlA+LKyIXFZbpzhhMmj4aleHhxJjiO3TRXk+4CyS2mPHly5fbzRTfuXNn0EcffdR7z549h4KCgiyjR49OvfHGG6uzsrL0ro7VHmxREFHA+LC4IvLpo8UJpw0mjQRw2mDSPH20OOHD4opuHTOem5sbnJOTUxcaGmpRq9W4/PLLaz/55JMIbz8TRywURBQwFhWW6fQWafe9pbdIxaLCsm4dMz5kyJDGHTt2hJaVlSlra2sV69evDz916pTXibqOeOuJiALGGYPJ6Zefq+WeyMnJaZw/f3787NmzdZMnT64eP358HWCNGV+0aFFMU1OToqqqSpWRkdEIoBpwHjMOALaY8aioKLNjzPjixYv7AGh5Ml3rmHEAMBqNYtiwYXbBgYA148mDa2h64IEHysaMGZPao0cPS0ZGRoNK5buvd7YoiChg9NGonMaJu1ruia4QMw4ADz30UEVeXt6hXbt2HY6MjDSnpKT4LD2WhYKIAsbDiTHFWoWwixnXKoTl4cSYbh0zDgDFxcUqACgoKNCsXr064ve//73POvh564mIAoZtdJMvRz11hZjxyMhIyy9/+ctLqqqqVCqVSr722msne/fubfb2M3HEmHEi6lSMGe84jBknIiK/YKEgIvIxxowTEVG3wkJBRERusVAQEZFbLBREROQWCwURUQe6kJjxt99+OzI1NTUjNTU1Y+jQoWnff/99sG3d8uXLwxITEwf1799/0B/+8IcY350xJ9wRUYD5ePtPkYs3FujKa/Wa3qFaw/1jU4pvG5XQLWLGk5OT9Vu3bj3cu3dv87Jly8LuueeehP379+ebTCY89NBD/detW3dkwIABxsGDB6dPmzatatiwYT6J8WCLgogCxsfbf4p89su8hDO1eo0EcKZWr3n2y7yEj7f/1C1ixq+99tp624zra665pr6srEwDWAMGExIS9BkZGYagoCA5derUyuXLl0d4+5k4YqEgooCxeGOBTm+y2MeMmyyKxRsLul3M+BtvvBF9zTXXVAPAqVOnNDqdriUYMS4uzlBcXMyYcSLqfspr9U6//Fwt90QgxoyvWrUq9OOPP47etm1bPmBNonUkhPBZPhMLBREFjN6hWsMZJ0Whd6j2gmPGP/300/D58+frNmzYULNw4cKyRx55JGHHjh15ycnJxocffrifv2LGV61adaI957tjx47gOXPmJKxevbogJibGDAD9+/e3a0EUFRVp+vXrZ2zPcd3hrSciChj3j00p1qoU9jHjKoXl/rEp3SJmvKCgQHPTTTdd8v77759onTI7evTo+sLCwqD8/HxNU1OTWLFiReS0adOq2nvOrrBFQUQBwza6yZejngIpZvzJJ5+MraqqUv2///f/EgBApVLJAwcOHFKr1Xj11VdPjh8/PtVsNuNXv/pVxfDhw3324CLGjBNRp2LMeMdhzDgREfkFCwURkY8xZpyIiLoVFgoiInKLhYKIiNxioSAiIrdYKIiIOpC/YsZvuummxMjIyMEpKSmZvjtbKxYKIgosO9+LxCupWVgQMQyvpGZh53teJ8cGGlvM+JEjR/LmzZtXcs899yTY1v3ud7+r+OKLLwr88b4sFEQUOHa+F4l18xJQd1oDSKDutAbr5iVcSLHoCjHjADBhwoS63r17m7z9HNxhoSCiwLHpRR1MevvvLZNegU0vduuYcX9j1hMRBY66M87jxF0t90BXiBn3NxYKIgocIX0M1ttOTpZ7qSvEjPsbbz0RUeAY/XgxVFq7mHGotBaMfrxbx4z7G1sURBQ4RvzeGie+6UUd6s5oENLHgNGPF7cs90JXiBkHgEmTJiVt37499Ny5c6q+fftmP/HEEyUPPfSQT1J5GTNORJ2KMeMdhzHjRETkFywUREQ+xphxIiLqVlgoiIjILRYKIiJyi4WCiIjcYqEgIupA/ogZP3r0qPrSSy9NHTBgQGZycnLms88+28eX58wJd0QUUD45/EnkO/ve0Z1tPKuJCo4yzBo8q/iWgbd4PeEukNhixnv37m1etmxZ2D333JOwf//+fLVajVdffbXoiiuuaDh37pxi6NChGddff33NsGHDmnzxvmxREFHA+OTwJ5Ev7XwpoaKxQiMhUdFYoXlp50sJnxz+pFvHjCckJBivuOKKBgDo1auX5ZJLLmk8efKk10GJjlgoiChgvLPvHZ3BbLD73jKYDYp39r3DmPFmhw8f1uTl5fUYPXp0myRab/HWExEFjLONZ53+lOxquSe6Usx4dXW1YurUqZe88MILpyIjIy2O+3mLhYKIAkZUcJShorGiTVGICo7q9jHjer1eTJw48ZKbbrqp8o477qhqzzHPh7eeiChgzBo8q1ij1Nj9pKxRaiyzBs/q1jHjFosFM2bMSEhNTW1asGDBaXfH8AZbFEQUMGyjm3w56qkrxIyvX78+ZOXKlVEpKSmNaWlpGQDwzDPPFN9yyy0+eVQqY8aJqFMxZrzjMGaciIj8goWCiMjHGDNORETdCgsFERG5xUJBRERusVAQEZFbLBRERB3IHzHjDQ0NIisrK33gwIEZycnJmQ899FA/X54zJ9wRUUCpXLI08uxbb+lMFRUaVXS0IWrOnOLImTO6dcx4UFCQ3LJly+Hw8HCLXq8XI0aMGLhx48bqsWPHtnuioDNsURBRwKhcsjTyzAsvJJjKyzWQEqbycs2ZF15IqFyytFvHjCsUCoSHh1sAwGAwCJPJJByzpS4ECwURBYyzb72lk3q93feW1OsVZ996q9vHjJtMJqSlpWX07dt38OjRo2vGjBnjk9YEwFtPRBRATBVtk2PdLfdEV4kZV6lUyM/Pz6uoqFBOnDjxkp07dwaNGDHCJ0+4Y6EgooChio42mMrL2xQFVXR0t48Zt4mOjjZfccUVtatWrQr3VaHgrSciChhRc+YUC63WLmZcaLWWqDlzunXMeElJiaqiokIJAHV1deK7774LS09P90mRANiiIKIAYhvd5MtRT10hZvzUqVPq3/zmN0lmsxlSSjF58uTKmTNn+iRiHGDMOBF1MsaMdxzGjBMRkV+wUBAR+RhjxomIqFthoSAiIrdYKIiIyC0WCiIicouFgoioA/kjZtzGZDIhPT0945prrkn2zdlaccIdEQWU3E1FkbvWFOoaqg2aHuEaw/DrE4uzRsd165hx2/rnnnuub3JycmNdXZ3Sl+/LFgURBYzcTUWRW/97NKGh2qABgIZqg2brf48m5G4q6tYx4wBw7Ngx9bp168Lvuusun09eZKEgooCxa02hzmyy2H1vmU0Wxa41hd0+Zvzee++Nf+mll4oUCt9/rfPWExEFDFtLwtPlnugKMeNLliwJj46ONl155ZUNX375Zai3n4UrLBREFDB6hGsMzopCj3BNt44Z37JlS8j69esjdDpduF6vV9TX1ysmT56c9Pnnn7fr2K7w1hMRBYzh1ycWK1UKu5hxpUphGX59YreOGX/zzTeLT58+vb+4uDj3gw8+OD5q1KhaXxUJgC0KIgogttFNvhz11BVixr29dk8xZpyIOhVjxjsOY8aJiMgvWCiIiHyMMeNERNStsFAQEZFbLBREROQWCwUREbnFQkFE1IH8FTOu0+myUlNTM9LS0jIGDRqU7rsz5oQ7Igowe9evidy+fImuvuqcpmdEL8Oo6TOLh1x7PWPGAWzatOlIbGysydfvyxYFEQWMvevXRH734d8T6qvOaQCgvuqc5rsP/56wd/2abh8z7k8sFEQUMLYvX6IzG432MeNGo2L78iXdPmYcAMaOHZuSmZmZ/sorr0R7+3k4w1tPRBQwbC0JT5d7oivEjAPA1q1b8xMTE43FxcWqMWPGpGZmZjZNmDChzfG8wRYFEQWMnhG9nMaJu1ruCVvMeFZWVuP8+fN1c+fOjW1oaBCPPPJIwooVK44dOXIk77bbbqvwV8x4fn5+Xn5+ft6xY8cOLlu27Kfzna8tZnzlypVHbTHjAJCYmGgEAJ1OZ5o4cWLV999/39O7T6QtFgoiChijps8sVqrV9jHjarVl1PSZ3TpmvKamRnHu3DmF7c/ffvttWHZ2dmN7z9kV3noiooBhG93ky1FPXSFmvKioSHXjjTcmA4DZbBbTpk07O3369BpvPxNHjBknok7FmPGOw5hxIiLyCxYKIiIfY8w4ERF1KywURETkFgsFERG5xUJBRERusVAQEXUgf8WMV1RUKMePHz8gKSkpc8CAAZm2yX6+wAl3RBRQ6raXRNZsPKWz1Bo0ilCNIWxsfHHIqH7dPmb87rvvjh83blzN2rVrjzc1NYm6ujqfNQTYoiCigFG3vSSy6ssTCZZagwYALLUGTdWXJxLqtpd065jxyspKxY4dO0IffPDBCsCaRRUdHW12d6z2YKEgooBRs/GUDiaL/feWyaKo2XiqW8eM5+fnayMjI0033XRTYnp6esYtt9ySUFNTwxYFEXU/tpaEp8s9kZOT07h58+aw2bNn69auXRsSFRVlBqwx49nZ2WmpqakZ27ZtCz1w4EBLf4CzmPHg4GBpixkHAMeY8W3btoW0ft/WMeNpaWkZS5cujTp58mSb63jsscfKHaPGbTHjr7/+ehEAmEwmcejQoR733ntv+aFDh/J69Ohheeqpp2K8/UwcsVAQUcBQhGqcxom7Wu6JrhAznpiYaOjbt69hzJgx9QBwyy23nNu3b59XHebOsFAQUcAIGxtfDJXCLmYcKoUlbGx8t44Z79+/vykmJsawb98+LQB8/fXXYQMHDmxq7zm7wlFPRBQwbKObfDnqqSvEjAPAG2+8cfLWW28dYDAYRP/+/fVLliwp9PIjaYMx40TUqRgz3nEYM05ERH7BQkFE5GOMGSciom6FhYKIiNxioSAiIrdYKIiIyC0WCiKiDuSPmPF9+/Zp09LSMmy/QkJChi5cuLCPr86ZE+6IKKDs3LkzctOmTbq6ujpNSEiIYfTo0cUjRozo1jHjgwcP1ufn5+cBgMlkQkxMzOAZM2ZU+ep92aIgooCxc+fOyHXr1iXU1dVpAKCurk6zbt26hJ07d3brmPHWvvjii7D+/fvrU1NTvc6/csRCQUQBY9OmTTqTyWT3vWUymRSbNm3q1jHjrS1ZsiRy+vTpZ739PJzhrSciChi2loSnyz2Rk5PTOH/+/PjZs2frJk+eXD1+/Pg6wBozvmjRopimpiZFVVWVKiMjoxFANeA8ZhwAbDHjUVFRZseY8cWLF/cBcNr2vq1jxgHAaDSKYcOG2QUHAtaMJ8dltpjxbdu25bde3tTUJDZs2BC+aNGiIm8/D2dYKIgoYISEhBicFYWQkJALjhn/9NNPw+fPn6/bsGFDzcKFC8seeeSRhB07duQlJycbH3744X7+ihlftWrVifacry1mfPXq1QW2mHGb5cuXh2dkZDTEx8eb2nPM8+GtJyIKGKNHjy5WqVR2MeMqlcoyevTobh0zbrN06dLIm2++2ecd+2xREFHAsI1u8uWop64SM15bW6vYsmVL2Icffnjehx+1F2PGiahTMWa84zBmnIiI/IKFgojIxxgzTkRE3QoLBRERucVCQUREbrFQEBGRWywUREQdyB8x4wDwzDPP9ElOTs5MSUnJnDRpUlJDQ4Nwd6z2YKEgooBSVPTvyM1bLsva+E3ysM1bLssqKvq318mxgcYWM37kyJG8efPmldxzzz0JAHDixAn1u+++23fv3r15BQUFB81ms/jHP/7hs8+FhYKIAkZR0b8jC44+n2AwnNEAEgbDGU3B0ecTLqRYdJWYcbPZLOrr6xVGoxGNjY2KuLg4o7efiSMWCiIKGCcK/6qzWPR231sWi15xovCv3TpmPCkpyXjvvfeWJSUlZffp02dwaGio2XYdvsBCQUQBw2Aodxon7mq5J3Jycho3b94cNnv2bN3atWtDoqKizIA1Zjw7OzstNTU1Y9u2baEHDhxo6Q9wFjMeHBwsbTHjAOAYM75t27aQ1u/bOmY8LS0tY+nSpVEnT55scx2PPfZYuWPUuC1m/PXXXy8CgPLycuXq1asjjh49mltWVra/oaFB8dZbb/HWExF1PxpNb6dx4q6We8IWM56VldU4f/583dy5c2MbGhrEI488krBixYpjR44cybvtttsq/BUznp+fn5efn5937Nixg8uWLTtvoJ8tZnzlypVHbTHjq1atCuvfv7++X79+Jq1WK6dMmVLlWJguBAsFEQWMpMT7ihUKrV3MuEKhtSQl3tetY8YTExMNe/bsCamtrVVYLBZ88803oenp6U3tPWdXGDNORAEjLu7WSsDaV2EwlGs0mt6GpMT7im3LvdEVYsbHjBlTP2nSpHPZ2dnpKpUKmZmZDQ8//HCbJ+N5izHjRNSpGDPecRgzTkREfsFCQUTkY4wZJyKiboWFgoiI3GKhICIit1goiIjILRYKIqIO5K+Y8WeffbZPSkpKZnJycubChQv7+O6MOeGOiALMh8UVkYsKy3RnDCZNH43K8HBiTPEdumivJ9wFElvMeO/evc3Lli0Lu+eeexL279+fv3PnzqCPPvqo9549ew4FBQVZRo8enXrjjTdWZ2Vl6c9/1PNji4KIAsaHxRWRTx8tTjhtMGkkgNMGk+bpo8UJHxZXdOuY8dzc3OCcnJy60NBQi1qtxuWXX177ySefRHj7mThioSCigLGosEynt0i77y29RSoWFZZ165jxIUOGNO7YsSO0rKxMWVtbq1i/fn34qVOnvE7UdcRbT0QUMM4YTE6//Fwt90ROTk7j/Pnz42fPnq2bPHly9fjx4+sAa8z4okWLYpqamhRVVVWqjIyMRgDVgPOYcQCwxYxHRUWZHWPGFy9e3AfAadv7to4ZBwCj0SiGDRtmFxwIWDOeHJfZYsa3bduW33wNTQ888EDZmDFjUnv06GHJyMhoUKl89/XOFgURBYw+GpXTOHFXyz3RFWLGAeChhx6qyMvLO7Rr167DkZGR5pSUFJ+lx7JQEFHAeDgxplirEHYx41qFsDycGNOtY8YBoLi4WGXbZvXq1RG///3vfdbBz1tPRBQwbKObfDnqqSvEjAPAL3/5y0uqqqpUKpVKvvbaaydtnd6+wJhxIupUjBnvOIwZJyIiv2ChICLyMcaMExFRt8JCQUREbrFQEBGRWywURETkFgsFEVEHupCY8Y8//jgiNTU1Iy0tLWPQoEHp69atC7GtW758eVhiYuKg/v37D/rDH/4Q47sz5oQ7IgowH2//KXLxxgJdea1e0ztUa7h/bErxbaMSukXM+KRJk2p+9atfVSkUCuzYsSN4xowZA06cOHHQZDLhoYce6r9u3bojAwYMMA4ePDh92rRpVcOGDfNJjAdbFEQUMD7e/lPks1/mJZyp1WskgDO1es2zX+YlfLz9p24RMx4eHm5RKKyb1NbWKmz5Ud99913PhIQEfUZGhiEoKEhOnTq1cvny5RHefiaOWCiIKGAs3lig05ss9jHjJoti8caCbhMz/tFHH0UkJSVlTps2LeXdd98tBIBTp05pdDpdSzBiXFycobi42Gcx4ywURBQwymv1Tr/8XC33RE5OTuPmzZvDZs+erVu7dm1IVFSUGbDGjGdnZ6elpqZmbNu2LfTAgQMtjx11FjMeHBwsbTHjAOAYM75t27aQ1u/bOmY8LS0tY+nSpVEnT55scx2PPfZYeeuo8dtvv73qxIkTB5cuXXr06aef1gHWJFpHQgif5TOxUBBRwOgdqnUaJ+5quScCLWbcZsKECXU//fSTtrS0VNW/f3+7FkRRUZGmX79+xvZ+Fq6wUBBRwLh/bEqxVqWwjxlXKSz3j03pFjHjBw4c0Nr6SrZs2dLDaDSKvn37mkaPHl1fWFgYlJ+fr2lqahIrVqyInDZtWlV7z9kVjnoiooBhG93ky1FPgRQzvmTJkl6ffPJJlEqlkkFBQZZ//etfxxUKBRQKBV599dWT48ePTzWbzfjVr35VMXz4cJ89uIgx40TUqRgz3nEYM05ERH7BQkFE5GOMGSciom6FhYKIiNxioSAiIrdYKIiIyC0WCiKiDuSvmPGbbropMTIycnBKSkqm787WioWCiALLzvci8UpqFhZEDMMrqVnY+Z7XybGBZtKkSS2RH++9917hrFmzEmzrfve731V88cUXBf54XxYKIgocO9+LxLp5Cag7rQEkUHdag3XzEi6kWHSFmHHAmv3Uu3dvk7efgzssFEQUODa9qINJb/+9ZdIrsOnFbh0z7m8sFEQUOOrOOI8Td7XcA10hZtzfWCiIKHCE9HEeJ+5quQe6Qsy4d1fuORYKIgocox8vhkprFzMOldaC0Y9365jx9p5bezFmnIgCx4jfW+PEN72oQ90ZDUL6GDD68eKW5V7oCjHjADBp0qSk7du3h547d07Vt2/f7CeeeKLkoYce8kkqL2PGiahTMWa84zBmnIiI/IKFgojIxxgzTkRE3QoLBRERucVCQUREbrFQEBGRWywUREQdyB8x40ePHlVfeumlqQMGDMhMTk7OfPbZZ/v48pw54Y6IAsonhz+JfGffO7qzjWc1UcFRhlmDZxXfMvAWryfcBZJJkybV/OpXv6pSKBTYsWNH8IwZMwacOHHioFqtxquvvlp0xRVXNJw7d04xdOjQjOuvv75m2LBhTb54X7YoiChgfHL4k8iXdr6UUNFYoZGQqGis0Ly086WETw5/0q1jxhMSEoxXXHFFAwD06tXLcskllzQ6Cxj0FgsFEQWMd/a9ozOYDXbfWwazQfHOvncYM97s8OHDmry8vB6jR4+uc1znLRYKIgoYZxvPOv0p2dVyT3SlmPHq6mrF1KlTL3nhhRdORUZGWhyP5S0WCiIKGFHBUU7jxF0t90RXiRnX6/Vi4sSJl9x0002Vd9xxR5UXH4VLLBREFDBmDZ5VrFFq7H5S1ig1llmDZ3XrmHGLxYIZM2YkpKamNi1YsOB0e8/1fDjqiYgChm10ky9HPXWFmPF169aFrFy5MiolJaUxLS0tAwCeeeaZ4ltuuaXa28+lNcaME1GnYsx4x2HMOBER+QULBRGRjzFmnIiIuhUWCiIicouFgoiI3GKhICIit1goiIg6kD9ixhsaGkRWVlb6wIEDM5KTkzMfeuihfr48Z064I6KAUrlkaeTZt97SmSoqNKroaEPUnDnFkTNndOuY8aCgILlly5bD4eHhFr1eL0aMGDFw48aN1WPHjm33REFn2KIgooBRuWRp5JkXXkgwlZdrICVM5eWaMy+8kFC5ZGm3jhlXKBQIDw+3AIDBYBAmk0k4ZktdCBYKIgoYZ996Syf1ervvLanXK86+9Va3jxk3mUxIS0vL6Nu37+DRo0fXjBkzxietCYCFgogCiKmiwmmcuKvlnugqMeMqlQr5+fl5J0+e3L9nz56eO3fuDPL2M3HEQkFEAUMVHe00TtzVck90lZhxm+joaPMVV1xRu2rVqnBX+7YXCwURBYyoOXOKhVZrFzMutFpL1Jw53TpmvKSkRFVRUaEEgLq6OvHdd9+Fpaen++R52QBHPRFRALGNbvLlqKeuEDN+6tQp9W9+85sks9kMKaWYPHly5cyZM30SMQ4wZpyIOhljxjsOY8aJiMgvWCiIiHyMMeNERNStsFAQEZFbLBREROQWCwUREbnFQkFE1IH8ETNuYzKZkJ6ennHNNdck++ZsrTjhjogCSu6moshdawp1DdUGTY9wjWH49YnFWaPjunXMuG39c8891zc5Obmxrq5O6cv3ZYuCiAJG7qaiyK3/PZrQUG3QAEBDtUGz9b9HE3I3FXXrmHEAOHbsmHrdunXhd911l88nL7JQEFHA2LWmUGc2Wey+t8wmi2LXmsJuHzN+7733xr/00ktFtkLiSywURBQwbC0JT5d7oivEjC9ZsiQ8OjradOWVVzZ4+zm4wz4KIgoYPcI1BmdFoUe45oJjxj/99NPw+fPn6zZs2FCzcOHCskceeSRhx44decnJycaHH364n79ixletWnXCm/OeMGFC3Z133qktLS1VbdmyJWT9+vUROp0uXK/XK+rr6xWTJ09O+vzzz706tiO2KIgoYAy/PrFYqVLYxYwrVQrL8OsTu3XM+Jtvvll8+vTp/cXFxbkffPDB8VGjRtX6qkgAbFEQUQCxjW7y5ainrhAz7m+MGSeiTsWY8Y7DmHEiIvILFgoiIh9jzDgREXUrLBREROQWCwUREbnFQkFERG6xUBARdSB/xYzrdLqs1ut8d8accEdEAWbv+jWR25cv0dVXndP0jOhlGDV9ZvGQa69nzDiATZs2HYmNjTX5+n3ZoiCigLF3/ZrI7z78e0J91TkNANRXndN89+HfE/auX9PtY8b9iYWCiALG9uVLdGaj0T5m3GhUbF++pNvHjAPA2LFjUzIzM9NfeeWVaG8/D2d464mIAoatJeHpck/k5OQ0zp8/P3727Nm6yZMnV48fP74OsMaML1q0KKapqUlRVVWlysjIaARQDTiPGQcAW8x4VFSU2TFmfPHixX0AnLa9b+uYcQAwGo1i2LBhdsGBgDXjqfXr22+/ver222+v+uqrr0Kefvpp3f/93/8dAYCtW7fmJyYmGouLi1VjxoxJzczMbJowYUKb43mDLQoiChg9I3o5jRN3tdwTtpjxrKysxvnz5+vmzp0b29DQIB555JGEFStWHDty5EjebbfdVuGvmPH8/Py8/Pz8vGPHjh1ctmzZT56e94QJE+p++uknbWlpqQoAEhMTjQCg0+lMEydOrPr+++97tv/TcI6FgogCxqjpM4uVarV9zLhabRk1fWa3jhmvqalRnDt3TgFY+1y+/fbbsOzs7Mb2nrMrvPVERAHDNrrJl6OeukLMeFFRkerGG29MBgCz2SymTZt2dvr06TXefiaOGDNORJ2KMeMdhzHjRETkFywUREQ+xphxIiLqVlgoiIjILRYKIiJyi4WCiIjcYqEgIupA/ooZr6ioUI4fP35AUlJS5oABAzJtk/18gRPuiCig1G0viazZeEpnqTVoFKEaQ9jY+OKQUf26fcz43XffHT9u3LiatWvXHm9qahJ1dXU+awiwRUFEAaNue0lk1ZcnEiy1Bg0AWGoNmqovTyTUbS/p1jHjlZWVih07doQ++OCDFYA1iyo6Otrs7WfiiIWCiAJGzcZTOpgs9t9bJouiZuOpbh0znp+fr42MjDTddNNNienp6Rm33HJLQk1NDVsURNT92FoSni73RE5OTuPmzZvDZs+erVu7dm1IVFSUGbDGjGdnZ6elpqZmbNu2LfTAgQPBtn2cxYwHBwdLW8w4ADjGjG/bti2k9fu2jhlPS0vLWLp0adTJkyfbXMdjjz1W3jpq/Pbbb686ceLEwaVLlx59+umndQBgMpnEoUOHetx7773lhw4dyuvRo4flqaeeivH2M3HEQkFEAUMRqnEaJ+5quSe6Qsx4YmKioW/fvoYxY8bUA8Att9xybt++fV51mDvDQkFEASNsbHwxVAq7mHGoFJawsfHdOma8f//+ppiYGMO+ffu0APD111+HDRw4sKm95+wKRz0RUcCwjW7y5ainrhAzDgBvvPHGyVtvvXWAwWAQ/fv31y9ZsqTQ28/EEWPGiahTMWa84zBmnIiI/IKFgojIxxgzTkRE3QoLBRERucVCQUREbrFQEBGRWywUREQdyB8x4/v27dOmpaVl2H6FhIQMXbhwYR9fnTMn3BFRQNm5c2fkpk2bdHV1dZqQkBDD6NGji0eMGNGtY8YHDx6sz8/PzwMAk8mEmJiYwTNmzKjy1fuyRUFEAWPnzp2R69atS6irq9MAQF1dnWbdunUJO3fu7NYx46198cUXYf3799enpqZ6nX/liIWCiALGpk2bdCaTye57y2QyKTZt2tStY8ZbW7JkSeT06dPPevt5OMNCQUQBw9aS8HS5J7pCzLhNU1OT2LBhQ/ivf/3rc95+Hs6wUBBRwAgJCXF6O8XVck90hZhx27Lly5eHZ2RkNMTHx5va+zm4w0JBRAFj9OjRxSqVyi5mXKVSWUaPHt2tY8Zt65cuXRp58803+7xjn6OeiChg2EY3+XLUU1eJGa+trVVs2bIl7MMPP/S4VeIpxowTUadizHjHYcw4ERH5BQsFEZGPMWaciIi6FRYKIiJyi4WCiIjcYqEgIiK3WCiIiDqQP2LGAeCZZ57pk5ycnJmSkpI5adKkpIaGhraJgV5ioSCigFJU9O/IzVsuy9r4TfKwzVsuyyoq+rfXybGBZtKkSS2RH++9917hrFmzEgDgxIkT6nfffbfv3r178woKCg6azWbxj3/8w2efCwsFEQWMoqJ/RxYcfT7BYDijASQMhjOagqPPJ1xIsegqMeNms1nU19crjEYjGhsbFXFxcUZvPxNHLBREFDBOFP5VZ7Ho7b63LBa94kThX7t1zHhSUpLx3nvvLUtKSsru06fP4NDQULPtOnyBhYKIAobBUO40TtzVck90hZjx8vJy5erVqyOOHj2aW1ZWtr+hoUHx1ltv8dYTEXU/Gk1vp3HirpZ7oivEjK9atSqsf//++n79+pm0Wq2cMmVKlWNhuhAsFEQUMJIS7ytWKLR2MeMKhdaSlHhft44ZT0xMNOzZsyektrZWYbFY8M0334Smp6c3tfecXWHMOBEFjLi4WysBa1+FwVCu0Wh6G5IS7yu2LfdGV4gZHzNmTP2kSZPOZWdnp6tUKmRmZjY8/PDDdu93IRgzTkSdijHjHYcx40RE5BcsFEREPsaYcSIi6lZYKIios1ksFovPconIuebP2HLeDZ1goSCiznagvLw8nMXCfywWiygvLw8HcMCb/Tk8log6lclkurOsrOwfZWVlg8AfXv3FAuCAyWS605udOTyWiIjcYvUmIiK3WCiIiMgtFgoiInKLhYKIiNxioSAiIrf+P1aa3xSwQZBFAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i, var in enumerate(var_names):\n",
    "    plt.figure()\n",
    "    for j in range(n_samples):\n",
    "        plt.plot(t[:,j], data[:,j,i],'o', label='sample :'+str(j))\n",
    "    plt.xlabel('Time [s]')\n",
    "    plt.legend()\n",
    "    plt.ylabel(var)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "682f9650",
   "metadata": {},
   "outputs": [],
   "source": [
    "f1 = open(\"tchem-reaction-rate-constants.json\")\n",
    "data_reaction_constant = json.load(f1)\n",
    "f1.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "95091284",
   "metadata": {},
   "outputs": [],
   "source": [
    "n_samples = data_reaction_constant['number of samples']\n",
    "n_reactions = data_reaction_constant['number of reactions']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "a17b22a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "krev =  data_reaction_constant['k-reverse-rate']\n",
    "kfwd =  data_reaction_constant['k-forwad-rate']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "37f3e577",
   "metadata": {},
   "outputs": [],
   "source": [
    "# sample 0 is reference sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "b3d19ec7",
   "metadata": {},
   "outputs": [],
   "source": [
    "krev_ref = krev[0]['data']\n",
    "kfwd_ref = kfwd[0]['data']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "e2713c31",
   "metadata": {},
   "outputs": [],
   "source": [
    "sp=17 # select sample: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "a45ab3c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "krev_c = krev[sp]['data']\n",
    "kfwd_c = kfwd[sp]['data']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "e9876d9b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Knew = f* Kref \n",
    "# compute f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "20db835c",
   "metadata": {},
   "outputs": [],
   "source": [
    "f = np.array(kfwd_c)/np.array(kfwd_ref)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "144e0c4c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.\n",
      " 1.   1.   0.95 1.   1.  ]\n"
     ]
    }
   ],
   "source": [
    "print(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "68cd5ff2",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
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   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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   "codemirror_mode": {
    "name": "ipython",
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